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Effect of model compounds on stress relaxation in asphalt binders

2024· article· en· W4405131096 on OpenAlexafffund
M. R. Nivitha, Jianmin Ma, Simon A.M. Hesp

Bibliographic record

VenueConstruction and Building Materials · 2024
Typearticle
Languageen
FieldEngineering
TopicAsphalt Pavement Performance Evaluation
Canadian institutionsQueen's University
FundersNatural Sciences and Engineering Research Council of CanadaAlberta Innovates
KeywordsAsphaltMaterials scienceComposite materialStress relaxationStress (linguistics)Relaxation (psychology)Structural engineeringForensic engineeringCreepEngineeringPsychologySocial psychology

Abstract

fetched live from OpenAlex

Recycled asphalt, enriched with asphaltene, wax, and oil modifiers that function as warm mix asphalt additives or rejuvenators, is increasingly utilized in asphalt pavement construction. However, the impact of incorporating these compounds on the stress relaxation behavior, a key factor closely associated with the cracking resistance of asphalt binder, remains largely unexplored. Therefore, this study aims to evaluate the effects of wax, asphaltene, and re-refined engine oil bottom (REOB) additives on the stress relaxation response of bituminous binders under different cooling rates and aging conditions. Key findings indicate that wax accelerates thermal stress relaxation, with aging and cooling rates significantly affecting the asphalt’s behavior; asphaltene shows varied structuring effects based on dosage and cooling rate, particularly notable at a 4 % dosage under slow cooling; and REOB additives exhibit pronounced sensitivity to cooling methods, with differences becoming less evident after aging or at higher dosages. Additionally, the interaction between wax and asphaltene within the binder matrix suggests that wax’s influence is dominant at lower asphaltene levels, whereas high asphaltene content predominantly dictates the binder’s stress relaxation performance, minimally influenced by cooling methods. These insights reveal the complex interactions between binder components and external conditions, providing guidance for optimizing asphalt binder formulations for enhanced cracking resistance. • Wax accelerates stress relaxation in asphalt binders. • Asphaltene increases relaxation modulus significantly at 4 % dosage and slow cooling. • REOB additives show marked sensitivity to cooling methods, less so after aging. • High asphaltene content primarily influences stress relaxation, overriding wax effects.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.111
Threshold uncertainty score0.346

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.012
GPT teacher head0.270
Teacher spread0.258 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations7
Published2024
Admission routes2
Has abstractyes

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